Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 21597 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.6 MiB |
| Average record size in memory | 176.0 B |
Variable types
| NUM | 20 |
|---|---|
| CAT | 1 |
| BOOL | 1 |
Reproduction
| Analysis started | 2020-08-06 12:47:21.638096 |
|---|---|
| Analysis finished | 2020-08-06 12:48:11.059774 |
| Duration | 49.42 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
date has a high cardinality: 372 distinct values | High cardinality |
Unnamed: 0 has unique values | Unique |
view has 19485 (90.2%) zeros | Zeros |
sqft_basement has 13280 (61.5%) zeros | Zeros |
yr_renovated has 20853 (96.6%) zeros | Zeros |
| Distinct count | 21597 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10798.0 |
|---|---|
| Minimum | 0 |
| Maximum | 21596 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1079.8 |
| Q1 | 5399 |
| median | 10798 |
| Q3 | 16197 |
| 95-th percentile | 20516.2 |
| Maximum | 21596 |
| Range | 21596 |
| Interquartile range (IQR) | 10798 |
Descriptive statistics
| Standard deviation | 6234.661218 |
|---|---|
| Coefficient of variation (CV) | 0.5773903702 |
| Kurtosis | -1.2 |
| Mean | 10798 |
| Median Absolute Deviation (MAD) | 5399 |
| Skewness | 0 |
| Sum | 233204406 |
| Variance | 38871000.5 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 10896 | 1 | < 0.1% | |
| 12931 | 1 | < 0.1% | |
| 2692 | 1 | < 0.1% | |
| 645 | 1 | < 0.1% | |
| 6790 | 1 | < 0.1% | |
| 4743 | 1 | < 0.1% | |
| 19084 | 1 | < 0.1% | |
| 17037 | 1 | < 0.1% | |
| 21135 | 1 | < 0.1% | |
| Other values (21587) | 21587 | > 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 21596 | 1 | < 0.1% | |
| 21595 | 1 | < 0.1% | |
| 21594 | 1 | < 0.1% | |
| 21593 | 1 | < 0.1% | |
| 21592 | 1 | < 0.1% |
id
Real number (ℝ≥0)
| Distinct count | 21420 |
|---|---|
| Unique (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4580474287.770987 |
|---|---|
| Minimum | 1000102 |
| Maximum | 9900000190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 1000102 |
|---|---|
| 5-th percentile | 512740390 |
| Q1 | 2123049175 |
| median | 3904930410 |
| Q3 | 7308900490 |
| 95-th percentile | 9297300412 |
| Maximum | 9900000190 |
| Range | 9899000088 |
| Interquartile range (IQR) | 5185851315 |
Descriptive statistics
| Standard deviation | 2876735716 |
|---|---|
| Coefficient of variation (CV) | 0.6280431971 |
| Kurtosis | -1.260749894 |
| Mean | 4580474288 |
| Median Absolute Deviation (MAD) | 2402530270 |
| Skewness | 0.243225522 |
| Sum | 9.892450319e+13 |
| Variance | 8.275608378e+18 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 795000620 | 3 | < 0.1% | |
| 1825069031 | 2 | < 0.1% | |
| 2019200220 | 2 | < 0.1% | |
| 7129304540 | 2 | < 0.1% | |
| 1781500435 | 2 | < 0.1% | |
| 3969300030 | 2 | < 0.1% | |
| 2560801222 | 2 | < 0.1% | |
| 3883800011 | 2 | < 0.1% | |
| 2228900270 | 2 | < 0.1% | |
| 251300110 | 2 | < 0.1% | |
| Other values (21410) | 21576 | 99.9% |
| Value | Count | Frequency (%) | |
| 1000102 | 2 | < 0.1% | |
| 1200019 | 1 | < 0.1% | |
| 1200021 | 1 | < 0.1% | |
| 2800031 | 1 | < 0.1% | |
| 3600057 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9900000190 | 1 | < 0.1% | |
| 9895000040 | 1 | < 0.1% | |
| 9842300540 | 1 | < 0.1% | |
| 9842300485 | 1 | < 0.1% | |
| 9842300095 | 1 | < 0.1% |
| Distinct count | 372 |
|---|---|
| Unique (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 168.7 KiB |
| 2014-06-23 | 142 |
|---|---|
| 2014-06-25 | 131 |
| 2014-06-26 | 131 |
| 2014-07-08 | 127 |
| 2015-04-27 | 126 |
| Other values (367) |
| Value | Count | Frequency (%) | |
| 2014-06-23 | 142 | 0.7% | |
| 2014-06-25 | 131 | 0.6% | |
| 2014-06-26 | 131 | 0.6% | |
| 2014-07-08 | 127 | 0.6% | |
| 2015-04-27 | 126 | 0.6% | |
| 2015-03-25 | 123 | 0.6% | |
| 2015-04-28 | 121 | 0.6% | |
| 2015-04-22 | 121 | 0.6% | |
| 2015-04-14 | 121 | 0.6% | |
| 2014-07-09 | 121 | 0.6% | |
| Other values (362) | 20333 | 94.1% |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
price
Real number (ℝ≥0)
| Distinct count | 3622 |
|---|---|
| Unique (%) | 16.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 540296.5735055795 |
|---|---|
| Minimum | 78000.0 |
| Maximum | 7700000.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 78000 |
|---|---|
| 5-th percentile | 210000 |
| Q1 | 322000 |
| median | 450000 |
| Q3 | 645000 |
| 95-th percentile | 1160000 |
| Maximum | 7700000 |
| Range | 7622000 |
| Interquartile range (IQR) | 323000 |
Descriptive statistics
| Standard deviation | 367368.1401 |
|---|---|
| Coefficient of variation (CV) | 0.6799379417 |
| Kurtosis | 34.54135858 |
| Mean | 540296.5735 |
| Median Absolute Deviation (MAD) | 150000 |
| Skewness | 4.023364652 |
| Sum | 1.16687851e+10 |
| Variance | 1.349593504e+11 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 350000 | 172 | 0.8% | |
| 450000 | 172 | 0.8% | |
| 550000 | 159 | 0.7% | |
| 500000 | 152 | 0.7% | |
| 425000 | 150 | 0.7% | |
| 325000 | 148 | 0.7% | |
| 400000 | 145 | 0.7% | |
| 375000 | 138 | 0.6% | |
| 300000 | 133 | 0.6% | |
| 525000 | 131 | 0.6% | |
| Other values (3612) | 20097 | 93.1% |
| Value | Count | Frequency (%) | |
| 78000 | 1 | < 0.1% | |
| 80000 | 1 | < 0.1% | |
| 81000 | 1 | < 0.1% | |
| 82000 | 1 | < 0.1% | |
| 82500 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7700000 | 1 | < 0.1% | |
| 7060000 | 1 | < 0.1% | |
| 6890000 | 1 | < 0.1% | |
| 5570000 | 1 | < 0.1% | |
| 5350000 | 1 | < 0.1% |
bedrooms
Real number (ℝ≥0)
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.37181089966199 |
|---|---|
| Minimum | 1 |
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9040963372 |
|---|---|
| Coefficient of variation (CV) | 0.2681337608 |
| Kurtosis | 1.797672657 |
| Mean | 3.3718109 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.5514421015 |
| Sum | 72821 |
| Variance | 0.8173901869 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 3 | 9825 | 45.5% | |
| 4 | 6882 | 31.9% | |
| 2 | 2760 | 12.8% | |
| 5 | 1601 | 7.4% | |
| 6 | 272 | 1.3% | |
| 1 | 196 | 0.9% | |
| 7 | 38 | 0.2% | |
| 8 | 13 | 0.1% | |
| 9 | 6 | < 0.1% | |
| 10 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 196 | 0.9% | |
| 2 | 2760 | 12.8% | |
| 3 | 9825 | 45.5% | |
| 4 | 6882 | 31.9% | |
| 5 | 1601 | 7.4% |
| Value | Count | Frequency (%) | |
| 11 | 1 | < 0.1% | |
| 10 | 3 | < 0.1% | |
| 9 | 6 | < 0.1% | |
| 8 | 13 | 0.1% | |
| 7 | 38 | 0.2% |
bathrooms
Real number (ℝ≥0)
| Distinct count | 29 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1158262721674306 |
|---|---|
| Minimum | 0.5 |
| Maximum | 8.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.75 |
| median | 2.25 |
| Q3 | 2.5 |
| 95-th percentile | 3.5 |
| Maximum | 8 |
| Range | 7.5 |
| Interquartile range (IQR) | 0.75 |
Descriptive statistics
| Standard deviation | 0.7689842967 |
|---|---|
| Coefficient of variation (CV) | 0.3634439683 |
| Kurtosis | 1.279315294 |
| Mean | 2.115826272 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 0.5197092816 |
| Sum | 45695.5 |
| Variance | 0.5913368485 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2.5 | 5377 | 24.9% | |
| 1 | 3851 | 17.8% | |
| 1.75 | 3048 | 14.1% | |
| 2.25 | 2047 | 9.5% | |
| 2 | 1930 | 8.9% | |
| 1.5 | 1445 | 6.7% | |
| 2.75 | 1185 | 5.5% | |
| 3 | 753 | 3.5% | |
| 3.5 | 731 | 3.4% | |
| 3.25 | 589 | 2.7% | |
| Other values (19) | 641 | 3.0% |
| Value | Count | Frequency (%) | |
| 0.5 | 4 | < 0.1% | |
| 0.75 | 71 | 0.3% | |
| 1 | 3851 | 17.8% | |
| 1.25 | 9 | < 0.1% | |
| 1.5 | 1445 | 6.7% |
| Value | Count | Frequency (%) | |
| 8 | 2 | < 0.1% | |
| 7.75 | 1 | < 0.1% | |
| 7.5 | 1 | < 0.1% | |
| 6.75 | 2 | < 0.1% | |
| 6.5 | 2 | < 0.1% |
sqft_living
Real number (ℝ≥0)
| Distinct count | 1034 |
|---|---|
| Unique (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2080.3218502569803 |
|---|---|
| Minimum | 370 |
| Maximum | 13540 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 370 |
|---|---|
| 5-th percentile | 940 |
| Q1 | 1430 |
| median | 1910 |
| Q3 | 2550 |
| 95-th percentile | 3760 |
| Maximum | 13540 |
| Range | 13170 |
| Interquartile range (IQR) | 1120 |
Descriptive statistics
| Standard deviation | 918.1061251 |
|---|---|
| Coefficient of variation (CV) | 0.4413288862 |
| Kurtosis | 5.252101951 |
| Mean | 2080.32185 |
| Median Absolute Deviation (MAD) | 540 |
| Skewness | 1.473215455 |
| Sum | 44928711 |
| Variance | 842918.8569 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1300 | 138 | 0.6% | |
| 1400 | 135 | 0.6% | |
| 1440 | 133 | 0.6% | |
| 1660 | 129 | 0.6% | |
| 1010 | 129 | 0.6% | |
| 1800 | 129 | 0.6% | |
| 1820 | 128 | 0.6% | |
| 1480 | 125 | 0.6% | |
| 1720 | 125 | 0.6% | |
| 1540 | 124 | 0.6% | |
| Other values (1024) | 20302 | 94.0% |
| Value | Count | Frequency (%) | |
| 370 | 1 | < 0.1% | |
| 380 | 1 | < 0.1% | |
| 390 | 1 | < 0.1% | |
| 410 | 1 | < 0.1% | |
| 420 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 13540 | 1 | < 0.1% | |
| 12050 | 1 | < 0.1% | |
| 10040 | 1 | < 0.1% | |
| 9890 | 1 | < 0.1% | |
| 9640 | 1 | < 0.1% |
sqft_lot
Real number (ℝ≥0)
| Distinct count | 9776 |
|---|---|
| Unique (%) | 45.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15099.408760475992 |
|---|---|
| Minimum | 520 |
| Maximum | 1651359 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 520 |
|---|---|
| 5-th percentile | 1800.8 |
| Q1 | 5040 |
| median | 7618 |
| Q3 | 10685 |
| 95-th percentile | 43307.2 |
| Maximum | 1651359 |
| Range | 1650839 |
| Interquartile range (IQR) | 5645 |
Descriptive statistics
| Standard deviation | 41412.63688 |
|---|---|
| Coefficient of variation (CV) | 2.742666122 |
| Kurtosis | 285.4958119 |
| Mean | 15099.40876 |
| Median Absolute Deviation (MAD) | 2618 |
| Skewness | 13.07260357 |
| Sum | 326101931 |
| Variance | 1715006493 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 5000 | 358 | 1.7% | |
| 6000 | 290 | 1.3% | |
| 4000 | 251 | 1.2% | |
| 7200 | 220 | 1.0% | |
| 7500 | 119 | 0.6% | |
| 4800 | 119 | 0.6% | |
| 4500 | 114 | 0.5% | |
| 8400 | 111 | 0.5% | |
| 9600 | 109 | 0.5% | |
| 3600 | 103 | 0.5% | |
| Other values (9766) | 19803 | 91.7% |
| Value | Count | Frequency (%) | |
| 520 | 1 | < 0.1% | |
| 572 | 1 | < 0.1% | |
| 600 | 1 | < 0.1% | |
| 609 | 1 | < 0.1% | |
| 635 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1651359 | 1 | < 0.1% | |
| 1164794 | 1 | < 0.1% | |
| 1074218 | 1 | < 0.1% | |
| 1024068 | 1 | < 0.1% | |
| 982998 | 1 | < 0.1% |
floors
Real number (ℝ≥0)
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4940964022780943 |
|---|---|
| Minimum | 1.0 |
| Maximum | 3.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1.5 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 3.5 |
| Range | 2.5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.539682791 |
|---|---|
| Coefficient of variation (CV) | 0.3612101536 |
| Kurtosis | -0.4910657592 |
| Mean | 1.494096402 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 0.6144969756 |
| Sum | 32268 |
| Variance | 0.2912575149 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 10673 | 49.4% | |
| 2 | 8235 | 38.1% | |
| 1.5 | 1910 | 8.8% | |
| 3 | 611 | 2.8% | |
| 2.5 | 161 | 0.7% | |
| 3.5 | 7 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 10673 | 49.4% | |
| 1.5 | 1910 | 8.8% | |
| 2 | 8235 | 38.1% | |
| 2.5 | 161 | 0.7% | |
| 3 | 611 | 2.8% |
| Value | Count | Frequency (%) | |
| 3.5 | 7 | < 0.1% | |
| 3 | 611 | 2.8% | |
| 2.5 | 161 | 0.7% | |
| 2 | 8235 | 38.1% | |
| 1.5 | 1910 | 8.8% |
waterfront
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 168.7 KiB |
| 0 | |
|---|---|
| 1 | 146 |
| Value | Count | Frequency (%) | |
| 0 | 21451 | 99.3% | |
| 1 | 146 | 0.7% |
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.23318053433347224 |
|---|---|
| Minimum | 0.0 |
| Maximum | 4.0 |
| Zeros | 19485 |
| Zeros (%) | 90.2% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.7646725796 |
|---|---|
| Coefficient of variation (CV) | 3.279315667 |
| Kurtosis | 10.96501012 |
| Mean | 0.2331805343 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.405698095 |
| Sum | 5036 |
| Variance | 0.584724154 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 19485 | 90.2% | |
| 2 | 957 | 4.4% | |
| 3 | 508 | 2.4% | |
| 1 | 330 | 1.5% | |
| 4 | 317 | 1.5% |
| Value | Count | Frequency (%) | |
| 0 | 19485 | 90.2% | |
| 1 | 330 | 1.5% | |
| 2 | 957 | 4.4% | |
| 3 | 508 | 2.4% | |
| 4 | 317 | 1.5% |
| Value | Count | Frequency (%) | |
| 4 | 317 | 1.5% | |
| 3 | 508 | 2.4% | |
| 2 | 957 | 4.4% | |
| 1 | 330 | 1.5% | |
| 0 | 19485 | 90.2% |
condition
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4098254387183404 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.6505456357 |
|---|---|
| Coefficient of variation (CV) | 0.1907856127 |
| Kurtosis | 0.5192374924 |
| Mean | 3.409825439 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.036037425 |
| Sum | 73642 |
| Variance | 0.4232096241 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 3 | 14020 | 64.9% | |
| 4 | 5677 | 26.3% | |
| 5 | 1701 | 7.9% | |
| 2 | 170 | 0.8% | |
| 1 | 29 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 29 | 0.1% | |
| 2 | 170 | 0.8% | |
| 3 | 14020 | 64.9% | |
| 4 | 5677 | 26.3% | |
| 5 | 1701 | 7.9% |
| Value | Count | Frequency (%) | |
| 5 | 1701 | 7.9% | |
| 4 | 5677 | 26.3% | |
| 3 | 14020 | 64.9% | |
| 2 | 170 | 0.8% | |
| 1 | 29 | 0.1% |
grade
Real number (ℝ≥0)
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.657915451220076 |
|---|---|
| Minimum | 3 |
| Maximum | 13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 7 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 13 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.173199664 |
|---|---|
| Coefficient of variation (CV) | 0.1532009163 |
| Kurtosis | 1.135148022 |
| Mean | 7.657915451 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7882366364 |
| Sum | 165388 |
| Variance | 1.376397451 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 7 | 8974 | 41.6% | |
| 8 | 6065 | 28.1% | |
| 9 | 2615 | 12.1% | |
| 6 | 2038 | 9.4% | |
| 10 | 1134 | 5.3% | |
| 11 | 399 | 1.8% | |
| 5 | 242 | 1.1% | |
| 12 | 89 | 0.4% | |
| 4 | 27 | 0.1% | |
| 13 | 13 | 0.1% |
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 4 | 27 | 0.1% | |
| 5 | 242 | 1.1% | |
| 6 | 2038 | 9.4% | |
| 7 | 8974 | 41.6% |
| Value | Count | Frequency (%) | |
| 13 | 13 | 0.1% | |
| 12 | 89 | 0.4% | |
| 11 | 399 | 1.8% | |
| 10 | 1134 | 5.3% | |
| 9 | 2615 | 12.1% |
sqft_above
Real number (ℝ≥0)
| Distinct count | 942 |
|---|---|
| Unique (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1788.5968421540028 |
|---|---|
| Minimum | 370 |
| Maximum | 9410 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 370 |
|---|---|
| 5-th percentile | 850 |
| Q1 | 1190 |
| median | 1560 |
| Q3 | 2210 |
| 95-th percentile | 3400 |
| Maximum | 9410 |
| Range | 9040 |
| Interquartile range (IQR) | 1020 |
Descriptive statistics
| Standard deviation | 827.7597612 |
|---|---|
| Coefficient of variation (CV) | 0.4627984024 |
| Kurtosis | 3.405519761 |
| Mean | 1788.596842 |
| Median Absolute Deviation (MAD) | 450 |
| Skewness | 1.447434235 |
| Sum | 38628326 |
| Variance | 685186.2222 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1300 | 212 | 1.0% | |
| 1010 | 210 | 1.0% | |
| 1200 | 206 | 1.0% | |
| 1220 | 192 | 0.9% | |
| 1140 | 184 | 0.9% | |
| 1400 | 180 | 0.8% | |
| 1060 | 178 | 0.8% | |
| 1180 | 177 | 0.8% | |
| 1340 | 176 | 0.8% | |
| 1250 | 174 | 0.8% | |
| Other values (932) | 19708 | 91.3% |
| Value | Count | Frequency (%) | |
| 370 | 1 | < 0.1% | |
| 380 | 1 | < 0.1% | |
| 390 | 1 | < 0.1% | |
| 410 | 1 | < 0.1% | |
| 420 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9410 | 1 | < 0.1% | |
| 8860 | 1 | < 0.1% | |
| 8570 | 1 | < 0.1% | |
| 8020 | 1 | < 0.1% | |
| 7880 | 1 | < 0.1% |
| Distinct count | 303 |
|---|---|
| Unique (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 285.7165810066213 |
|---|---|
| Minimum | 0.0 |
| Maximum | 4820.0 |
| Zeros | 13280 |
| Zeros (%) | 61.5% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 550 |
| 95-th percentile | 1180 |
| Maximum | 4820 |
| Range | 4820 |
| Interquartile range (IQR) | 550 |
Descriptive statistics
| Standard deviation | 439.8198296 |
|---|---|
| Coefficient of variation (CV) | 1.539357037 |
| Kurtosis | 2.813629099 |
| Mean | 285.716581 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.605271835 |
| Sum | 6170621 |
| Variance | 193441.4825 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 13280 | 61.5% | |
| 600 | 217 | 1.0% | |
| 500 | 209 | 1.0% | |
| 700 | 208 | 1.0% | |
| 800 | 201 | 0.9% | |
| 400 | 184 | 0.9% | |
| 1000 | 148 | 0.7% | |
| 900 | 142 | 0.7% | |
| 300 | 142 | 0.7% | |
| 200 | 105 | 0.5% | |
| Other values (293) | 6761 | 31.3% |
| Value | Count | Frequency (%) | |
| 0 | 13280 | 61.5% | |
| 10 | 2 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 40 | 4 | < 0.1% | |
| 50 | 11 | 0.1% |
| Value | Count | Frequency (%) | |
| 4820 | 1 | < 0.1% | |
| 4130 | 1 | < 0.1% | |
| 3500 | 1 | < 0.1% | |
| 3480 | 1 | < 0.1% | |
| 3260 | 1 | < 0.1% |
yr_built
Real number (ℝ≥0)
| Distinct count | 116 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1970.9996758809093 |
|---|---|
| Minimum | 1900 |
| Maximum | 2015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 1915 |
| Q1 | 1951 |
| median | 1975 |
| Q3 | 1997 |
| 95-th percentile | 2011 |
| Maximum | 2015 |
| Range | 115 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 29.37523413 |
|---|---|
| Coefficient of variation (CV) | 0.01490372347 |
| Kurtosis | -0.6576944258 |
| Mean | 1970.999676 |
| Median Absolute Deviation (MAD) | 23 |
| Skewness | -0.4694499765 |
| Sum | 42567680 |
| Variance | 862.9043803 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2014 | 559 | 2.6% | |
| 2006 | 453 | 2.1% | |
| 2005 | 450 | 2.1% | |
| 2004 | 433 | 2.0% | |
| 2003 | 420 | 1.9% | |
| 2007 | 417 | 1.9% | |
| 1977 | 417 | 1.9% | |
| 1978 | 387 | 1.8% | |
| 1968 | 381 | 1.8% | |
| 2008 | 367 | 1.7% | |
| Other values (106) | 17313 | 80.2% |
| Value | Count | Frequency (%) | |
| 1900 | 87 | 0.4% | |
| 1901 | 29 | 0.1% | |
| 1902 | 27 | 0.1% | |
| 1903 | 46 | 0.2% | |
| 1904 | 45 | 0.2% |
| Value | Count | Frequency (%) | |
| 2015 | 38 | 0.2% | |
| 2014 | 559 | 2.6% | |
| 2013 | 201 | 0.9% | |
| 2012 | 170 | 0.8% | |
| 2011 | 130 | 0.6% |
| Distinct count | 70 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.75820715840163 |
|---|---|
| Minimum | 0.0 |
| Maximum | 2015.0 |
| Zeros | 20853 |
| Zeros (%) | 96.6% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 2015 |
| Range | 2015 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 364.0374991 |
|---|---|
| Coefficient of variation (CV) | 5.29445886 |
| Kurtosis | 24.07689966 |
| Mean | 68.75820716 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.10615335 |
| Sum | 1484971 |
| Variance | 132523.3008 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 20853 | 96.6% | |
| 2014 | 73 | 0.3% | |
| 2003 | 31 | 0.1% | |
| 2013 | 31 | 0.1% | |
| 2007 | 30 | 0.1% | |
| 2000 | 29 | 0.1% | |
| 2005 | 29 | 0.1% | |
| 1990 | 22 | 0.1% | |
| 2004 | 22 | 0.1% | |
| 2009 | 21 | 0.1% | |
| Other values (60) | 456 | 2.1% |
| Value | Count | Frequency (%) | |
| 0 | 20853 | 96.6% | |
| 1934 | 1 | < 0.1% | |
| 1940 | 2 | < 0.1% | |
| 1944 | 1 | < 0.1% | |
| 1945 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2015 | 14 | 0.1% | |
| 2014 | 73 | 0.3% | |
| 2013 | 31 | 0.1% | |
| 2012 | 8 | < 0.1% | |
| 2011 | 9 | < 0.1% |
zipcode
Real number (ℝ≥0)
| Distinct count | 70 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 98077.95184516368 |
|---|---|
| Minimum | 98001 |
| Maximum | 98199 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 98001 |
|---|---|
| 5-th percentile | 98004 |
| Q1 | 98033 |
| median | 98065 |
| Q3 | 98118 |
| 95-th percentile | 98177 |
| Maximum | 98199 |
| Range | 198 |
| Interquartile range (IQR) | 85 |
Descriptive statistics
| Standard deviation | 53.51307235 |
|---|---|
| Coefficient of variation (CV) | 0.0005456177596 |
| Kurtosis | -0.8540048606 |
| Mean | 98077.95185 |
| Median Absolute Deviation (MAD) | 42 |
| Skewness | 0.4053221913 |
| Sum | 2118189526 |
| Variance | 2863.648913 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 98103 | 602 | 2.8% | |
| 98038 | 589 | 2.7% | |
| 98115 | 583 | 2.7% | |
| 98052 | 574 | 2.7% | |
| 98117 | 553 | 2.6% | |
| 98042 | 547 | 2.5% | |
| 98034 | 545 | 2.5% | |
| 98118 | 507 | 2.3% | |
| 98023 | 499 | 2.3% | |
| 98006 | 498 | 2.3% | |
| Other values (60) | 16100 | 74.5% |
| Value | Count | Frequency (%) | |
| 98001 | 361 | 1.7% | |
| 98002 | 199 | 0.9% | |
| 98003 | 280 | 1.3% | |
| 98004 | 317 | 1.5% | |
| 98005 | 168 | 0.8% |
| Value | Count | Frequency (%) | |
| 98199 | 317 | 1.5% | |
| 98198 | 280 | 1.3% | |
| 98188 | 136 | 0.6% | |
| 98178 | 262 | 1.2% | |
| 98177 | 255 | 1.2% |
lat
Real number (ℝ≥0)
| Distinct count | 5033 |
|---|---|
| Unique (%) | 23.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.56009299439737 |
|---|---|
| Minimum | 47.1559 |
| Maximum | 47.7776 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 47.1559 |
|---|---|
| 5-th percentile | 47.3103 |
| Q1 | 47.4711 |
| median | 47.5718 |
| Q3 | 47.678 |
| 95-th percentile | 47.7497 |
| Maximum | 47.7776 |
| Range | 0.6217 |
| Interquartile range (IQR) | 0.2069 |
Descriptive statistics
| Standard deviation | 0.1385517682 |
|---|---|
| Coefficient of variation (CV) | 0.002913193803 |
| Kurtosis | -0.6757902106 |
| Mean | 47.56009299 |
| Median Absolute Deviation (MAD) | 0.1049 |
| Skewness | -0.48552159 |
| Sum | 1027155.328 |
| Variance | 0.01919659246 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 47.6846 | 17 | 0.1% | |
| 47.5322 | 17 | 0.1% | |
| 47.6624 | 17 | 0.1% | |
| 47.5491 | 17 | 0.1% | |
| 47.6886 | 16 | 0.1% | |
| 47.6711 | 16 | 0.1% | |
| 47.6955 | 16 | 0.1% | |
| 47.6842 | 15 | 0.1% | |
| 47.686 | 15 | 0.1% | |
| 47.6647 | 15 | 0.1% | |
| Other values (5023) | 21436 | 99.3% |
| Value | Count | Frequency (%) | |
| 47.1559 | 1 | < 0.1% | |
| 47.1593 | 1 | < 0.1% | |
| 47.1622 | 1 | < 0.1% | |
| 47.1647 | 1 | < 0.1% | |
| 47.1764 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 47.7776 | 3 | < 0.1% | |
| 47.7775 | 3 | < 0.1% | |
| 47.7774 | 1 | < 0.1% | |
| 47.7772 | 3 | < 0.1% | |
| 47.7771 | 2 | < 0.1% |
long
Real number (ℝ)
| Distinct count | 751 |
|---|---|
| Unique (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -122.2139824975691 |
|---|---|
| Minimum | -122.519 |
| Maximum | -121.315 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | -122.519 |
|---|---|
| 5-th percentile | -122.387 |
| Q1 | -122.328 |
| median | -122.231 |
| Q3 | -122.125 |
| 95-th percentile | -121.9798 |
| Maximum | -121.315 |
| Range | 1.204 |
| Interquartile range (IQR) | 0.203 |
Descriptive statistics
| Standard deviation | 0.1407235288 |
|---|---|
| Coefficient of variation (CV) | -0.001151451953 |
| Kurtosis | 1.052120317 |
| Mean | -122.2139825 |
| Median Absolute Deviation (MAD) | 0.101 |
| Skewness | 0.8848883395 |
| Sum | -2639455.38 |
| Variance | 0.01980311157 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -122.29 | 115 | 0.5% | |
| -122.3 | 111 | 0.5% | |
| -122.362 | 104 | 0.5% | |
| -122.291 | 100 | 0.5% | |
| -122.372 | 99 | 0.5% | |
| -122.363 | 99 | 0.5% | |
| -122.288 | 98 | 0.5% | |
| -122.357 | 96 | 0.4% | |
| -122.284 | 95 | 0.4% | |
| -122.365 | 94 | 0.4% | |
| Other values (741) | 20586 | 95.3% |
| Value | Count | Frequency (%) | |
| -122.519 | 1 | < 0.1% | |
| -122.515 | 1 | < 0.1% | |
| -122.514 | 1 | < 0.1% | |
| -122.512 | 1 | < 0.1% | |
| -122.511 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| -121.315 | 2 | < 0.1% | |
| -121.316 | 1 | < 0.1% | |
| -121.319 | 1 | < 0.1% | |
| -121.321 | 1 | < 0.1% | |
| -121.325 | 1 | < 0.1% |
sqft_living15
Real number (ℝ≥0)
| Distinct count | 777 |
|---|---|
| Unique (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1986.6203176367087 |
|---|---|
| Minimum | 399 |
| Maximum | 6210 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 399 |
|---|---|
| 5-th percentile | 1140 |
| Q1 | 1490 |
| median | 1840 |
| Q3 | 2360 |
| 95-th percentile | 3300 |
| Maximum | 6210 |
| Range | 5811 |
| Interquartile range (IQR) | 870 |
Descriptive statistics
| Standard deviation | 685.2304719 |
|---|---|
| Coefficient of variation (CV) | 0.3449227141 |
| Kurtosis | 1.591732789 |
| Mean | 1986.620318 |
| Median Absolute Deviation (MAD) | 410 |
| Skewness | 1.106875397 |
| Sum | 42905039 |
| Variance | 469540.7996 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1540 | 197 | 0.9% | |
| 1440 | 195 | 0.9% | |
| 1560 | 192 | 0.9% | |
| 1500 | 180 | 0.8% | |
| 1460 | 169 | 0.8% | |
| 1580 | 167 | 0.8% | |
| 1610 | 166 | 0.8% | |
| 1800 | 166 | 0.8% | |
| 1720 | 166 | 0.8% | |
| 1620 | 164 | 0.8% | |
| Other values (767) | 19835 | 91.8% |
| Value | Count | Frequency (%) | |
| 399 | 1 | < 0.1% | |
| 460 | 2 | < 0.1% | |
| 620 | 2 | < 0.1% | |
| 670 | 1 | < 0.1% | |
| 690 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6210 | 1 | < 0.1% | |
| 6110 | 1 | < 0.1% | |
| 5790 | 6 | < 0.1% | |
| 5610 | 1 | < 0.1% | |
| 5600 | 1 | < 0.1% |
sqft_lot15
Real number (ℝ≥0)
| Distinct count | 8682 |
|---|---|
| Unique (%) | 40.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12758.283511598833 |
|---|---|
| Minimum | 651 |
| Maximum | 871200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 168.7 KiB |
Quantile statistics
| Minimum | 651 |
|---|---|
| 5-th percentile | 2002.4 |
| Q1 | 5100 |
| median | 7620 |
| Q3 | 10083 |
| 95-th percentile | 37045.2 |
| Maximum | 871200 |
| Range | 870549 |
| Interquartile range (IQR) | 4983 |
Descriptive statistics
| Standard deviation | 27274.44195 |
|---|---|
| Coefficient of variation (CV) | 2.137783027 |
| Kurtosis | 151.3956625 |
| Mean | 12758.28351 |
| Median Absolute Deviation (MAD) | 2505 |
| Skewness | 9.524361965 |
| Sum | 275540649 |
| Variance | 743895183.7 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 5000 | 427 | 2.0% | |
| 4000 | 356 | 1.6% | |
| 6000 | 288 | 1.3% | |
| 7200 | 210 | 1.0% | |
| 4800 | 145 | 0.7% | |
| 7500 | 142 | 0.7% | |
| 8400 | 116 | 0.5% | |
| 4500 | 111 | 0.5% | |
| 3600 | 111 | 0.5% | |
| 5100 | 109 | 0.5% | |
| Other values (8672) | 19582 | 90.7% |
| Value | Count | Frequency (%) | |
| 651 | 1 | < 0.1% | |
| 659 | 1 | < 0.1% | |
| 660 | 1 | < 0.1% | |
| 748 | 2 | < 0.1% | |
| 750 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 871200 | 1 | < 0.1% | |
| 858132 | 1 | < 0.1% | |
| 560617 | 1 | < 0.1% | |
| 438213 | 1 | < 0.1% | |
| 434728 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Unnamed: 0 | id | date | price | bedrooms | bathrooms | sqft_living | sqft_lot | floors | waterfront | view | condition | grade | sqft_above | sqft_basement | yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | sqft_lot15 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 7129300520 | 2014-10-13 | 221,900.0 | 3 | 1.0 | 1180 | 5650 | 1.0 | 0.0 | 0.0 | 3 | 7 | 1180 | 0.0 | 1955 | 0.0 | 98178 | 47.5112 | -122.257 | 1340 | 5650 |
| 1 | 1 | 6414100192 | 2014-12-09 | 538,000.0 | 3 | 2.25 | 2570 | 7242 | 2.0 | 0.0 | 0.0 | 3 | 7 | 2170 | 400.0 | 1951 | 1,991.0 | 98125 | 47.721 | -122.319 | 1690 | 7639 |
| 2 | 2 | 5631500400 | 2015-02-25 | 180,000.0 | 2 | 1.0 | 770 | 10000 | 1.0 | 0.0 | 0.0 | 3 | 6 | 770 | 0.0 | 1933 | 0.0 | 98028 | 47.7379 | -122.233 | 2720 | 8062 |
| 3 | 3 | 2487200875 | 2014-12-09 | 604,000.0 | 4 | 3.0 | 1960 | 5000 | 1.0 | 0.0 | 0.0 | 5 | 7 | 1050 | 910.0 | 1965 | 0.0 | 98136 | 47.5208 | -122.393 | 1360 | 5000 |
| 4 | 4 | 1954400510 | 2015-02-18 | 510,000.0 | 3 | 2.0 | 1680 | 8080 | 1.0 | 0.0 | 0.0 | 3 | 8 | 1680 | 0.0 | 1987 | 0.0 | 98074 | 47.6168 | -122.045 | 1800 | 7503 |
| 5 | 5 | 7237550310 | 2014-05-12 | 1,230,000.0 | 4 | 4.5 | 5420 | 101930 | 1.0 | 0.0 | 0.0 | 3 | 11 | 3890 | 1,530.0 | 2001 | 0.0 | 98053 | 47.6561 | -122.005 | 4760 | 101930 |
| 6 | 6 | 1321400060 | 2014-06-27 | 257,500.0 | 3 | 2.25 | 1715 | 6819 | 2.0 | 0.0 | 0.0 | 3 | 7 | 1715 | 0.0 | 1995 | 0.0 | 98003 | 47.3097 | -122.327 | 2238 | 6819 |
| 7 | 7 | 2008000270 | 2015-01-15 | 291,850.0 | 3 | 1.5 | 1060 | 9711 | 1.0 | 0.0 | 0.0 | 3 | 7 | 1060 | 0.0 | 1963 | 0.0 | 98198 | 47.4095 | -122.315 | 1650 | 9711 |
| 8 | 8 | 2414600126 | 2015-04-15 | 229,500.0 | 3 | 1.0 | 1780 | 7470 | 1.0 | 0.0 | 0.0 | 3 | 7 | 1050 | 730.0 | 1960 | 0.0 | 98146 | 47.5123 | -122.337 | 1780 | 8113 |
| 9 | 9 | 3793500160 | 2015-03-12 | 323,000.0 | 3 | 2.5 | 1890 | 6560 | 2.0 | 0.0 | 0.0 | 3 | 7 | 1890 | 0.0 | 2003 | 0.0 | 98038 | 47.3684 | -122.031 | 2390 | 7570 |
Last rows
| Unnamed: 0 | id | date | price | bedrooms | bathrooms | sqft_living | sqft_lot | floors | waterfront | view | condition | grade | sqft_above | sqft_basement | yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | sqft_lot15 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21587 | 21587 | 7852140040 | 2014-08-25 | 507,250.0 | 3 | 2.5 | 2270 | 5536 | 2.0 | 0.0 | 0.0 | 3 | 8 | 2270 | 0.0 | 2003 | 0.0 | 98065 | 47.5389 | -121.881 | 2270 | 5731 |
| 21588 | 21588 | 9834201367 | 2015-01-26 | 429,000.0 | 3 | 2.0 | 1490 | 1126 | 3.0 | 0.0 | 0.0 | 3 | 8 | 1490 | 0.0 | 2014 | 0.0 | 98144 | 47.5699 | -122.288 | 1400 | 1230 |
| 21589 | 21589 | 3448900210 | 2014-10-14 | 610,685.0 | 4 | 2.5 | 2520 | 6023 | 2.0 | 0.0 | 0.0 | 3 | 9 | 2520 | 0.0 | 2014 | 0.0 | 98056 | 47.5137 | -122.167 | 2520 | 6023 |
| 21590 | 21590 | 7936000429 | 2015-03-26 | 1,010,000.0 | 4 | 3.5 | 3510 | 7200 | 2.0 | 0.0 | 0.0 | 3 | 9 | 2600 | 910.0 | 2009 | 0.0 | 98136 | 47.5537 | -122.398 | 2050 | 6200 |
| 21591 | 21591 | 2997800021 | 2015-02-19 | 475,000.0 | 3 | 2.5 | 1310 | 1294 | 2.0 | 0.0 | 0.0 | 3 | 8 | 1180 | 130.0 | 2008 | 0.0 | 98116 | 47.5773 | -122.409 | 1330 | 1265 |
| 21592 | 21592 | 263000018 | 2014-05-21 | 360,000.0 | 3 | 2.5 | 1530 | 1131 | 3.0 | 0.0 | 0.0 | 3 | 8 | 1530 | 0.0 | 2009 | 0.0 | 98103 | 47.6993 | -122.346 | 1530 | 1509 |
| 21593 | 21593 | 6600060120 | 2015-02-23 | 400,000.0 | 4 | 2.5 | 2310 | 5813 | 2.0 | 0.0 | 0.0 | 3 | 8 | 2310 | 0.0 | 2014 | 0.0 | 98146 | 47.5107 | -122.362 | 1830 | 7200 |
| 21594 | 21594 | 1523300141 | 2014-06-23 | 402,101.0 | 2 | 0.75 | 1020 | 1350 | 2.0 | 0.0 | 0.0 | 3 | 7 | 1020 | 0.0 | 2009 | 0.0 | 98144 | 47.5944 | -122.299 | 1020 | 2007 |
| 21595 | 21595 | 291310100 | 2015-01-16 | 400,000.0 | 3 | 2.5 | 1600 | 2388 | 2.0 | 0.0 | 0.0 | 3 | 8 | 1600 | 0.0 | 2004 | 0.0 | 98027 | 47.5345 | -122.069 | 1410 | 1287 |
| 21596 | 21596 | 1523300157 | 2014-10-15 | 325,000.0 | 2 | 0.75 | 1020 | 1076 | 2.0 | 0.0 | 0.0 | 3 | 7 | 1020 | 0.0 | 2008 | 0.0 | 98144 | 47.5941 | -122.299 | 1020 | 1357 |